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_toc.yml
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format: jb-book
root: intro
parts:
- caption: 'PREFACE'
numbered: false
chapters:
- file: 00_preface/00_01_preface
- caption: "PART ONE: The Basics of Python"
numbered: true
chapters:
- file: 01_intro/01_01-01_intro
sections:
- file: 01_intro/01_01-02_introduction_to_python
- file: 01_intro/01_01-03_installing_python
- file: 01_intro/01_01-04_coding_basics
- file: 01_intro/01_02-01_intro
sections:
- file: 01_intro/01_02-02_data
- file: 01_intro/01_02-03_data_structures
- file: 01_intro/01_03-01_intro
sections:
- file: 01_intro/01_03-02_loops
- file: 01_intro/01_03-03_conditionals
- file: 01_intro/01_04-01_intro
sections:
- file: 01_intro/01_04-02_functions
- file: 01_intro/01_04-03_classes
- file: 01_intro/01_04-04_libraries
- file: 01_intro/01_05-01_intro
sections:
- file: 01_intro/01_05-02_texts
- file: 01_intro/01_05-03_json
- file: 01_intro/01_05-04_multiple_files
- file: 01_intro/01_06-01_intro
sections:
- file: 01_intro/01_06-02_html
- file: 01_intro/01_06-03_scraping_pages
- caption: "PART TWO: Data Analysis with Pandas (Work in Progress)"
numbered: true
chapters:
- file: 02_pandas/02_01_01_intro
sections:
- file: 02_pandas/02_01_02_introduction_to_pandas
- file: 02_pandas/02_01_03_the_basics
- file: 02_pandas/02_02_01_intro
sections:
- file: 02_pandas/02_02_02_finding_data
- file: 02_pandas/02_02_03_organizing_data
- file: 02_pandas/02_02_04_cleaning_data
- file: 02_pandas/02_03_01_intro
sections:
- file: 02_pandas/02_03_02_advanced_strings
- file: 02_pandas/02_03_03_advanced_querying
- file: 02_pandas/02_03_04_advanced_grouping
- file: 02_pandas/02_04_01_intro
sections:
- file: 02_pandas/02_04_02_pandas_and_plots
- file: 02_pandas/02_04_03_graphing_networks_with_pandas
- file: 02_pandas/02_04_04_time_series_data
- caption: "PART THREE: Natural Language Processing with spaCy"
numbered: true
chapters:
- file: 03_spacy/03_01_01_intro
title: Introduction to spaCy
sections:
- file: 03_spacy/03_01_02_install_and_containers
- file: 03_spacy/03_01_03_linguistic_annotations
- file: 03_spacy/03_01_04_pipelines
- file: 03_spacy/03_02_01_intro
title: Rules-Based spaCy
sections:
- file: 03_spacy/03_02_02_entityruler
- file: 03_spacy/03_02_03_matcher
- file: 03_spacy/03_02_04_phrase_matcher
- file: 03_spacy/03_02_06_simple_regex
- file: 03_spacy/03_02_07_complex_regex
- file: 03_spacy/03_03_01_intro
title: "Solving a Domain-Specific Problem: A Case Study with Holocaust NER"
sections:
- file: 03_spacy/03_03_02_cultivating_concentration_camp_dataset
- file: 03_spacy/03_03_03_challenges
- file: 03_spacy/03_03_04_building_holocaust_pipeline_rules_based
- caption: "PART FOUR: OTHER APPLICATIONS OF PYTHON "
numbered: true
chapters:
- file: 04_topic_modeling/04_01_01_intro
title: "Topic Modeling in Python"
sections:
- file: 04_topic_modeling/04_01_02_topic_modeling_concepts
- file: 04_topic_modeling/04_01_03_clusters
- file: 04_topic_modeling/04_01_04_bigrams
- file: 04_topic_modeling/04_02_02_lda_concept
# - file: 04_topic_modeling/04_02_03_tfidf
# - file: 04_topic_modeling/04_02_04_scikit_learn
# - file: 04_topic_modeling/04_02_05_tfidf_build
- file: 04_topic_modeling/04_02_06_lda
- file: 04_topic_modeling/04_03_03_embedding_clustering
- file: 04_topic_modeling/04_03_04_top2vec
- file: 08_booknlp/01_01_intro
sections:
- file: 08_booknlp/01_intro
- file: 08_booknlp/02_starting
- file: 08_booknlp/03_files
- file: 08_booknlp/04_character_analysis
- file: 08_booknlp/05_events
- file: 06_sna/06_01_01_intro
sections:
- file: 06_sna/06_01_02_basics
- file: 06_sna/06_01_03_networkx
- file: 06_sna/06_01_04_pyvis_basics
- file: 06_sna/06_01_05_networkx_pyvis
- file: 06_sna/06_01_06_node_color
- file: 06_sna/06_01_07_applied
- file: 06_sna/06_01_08_applied2
- caption: "PART FIVE: DESIGNING AN APPLICATION WITH STREAMLIT"
numbered: true
chapters:
- file: 05_streamlit/05_01_01_intro
sections:
- file: 05_streamlit/05_01_02_streamlit
- file: 05_streamlit/05_01_03_displaying_data
- file: 05_streamlit/05_01_04_input_widgets
- file: 05_streamlit/05_02_01_intro
sections:
- file: 05_streamlit/05_02_02_charts
- file: 05_streamlit/05_02_03_layout_design
- file: 05_streamlit/05_02_04_cache
- file: 05_streamlit/05_02_05_custom_html
- file: 05_streamlit/05_02_06_multiple_pages
- file: 05_streamlit/05_03_01_intro
sections:
- file: 05_streamlit/05_03_02_database_query_app
- file: 05_streamlit/05_03_03_cloud